Machine learning has been making a silent revolution in our lives since the past decade. From capturing selfies with a blurry background and focused face capture to getting our queries answered by virtual assistants such as Siri and Alexa, we are increasingly depending on products and applications that implement machine learning at their core.
In more basic terms, machine learning is one of the steps involved in artificial intelligence. Machines learn through machine learning. How exactly? Just like how humans learn – through training, experience, and feedback.
Once machines learn through machine learning, they implement the knowledge so acquired for many purposes including, but not limited to, sorting, diagnosis, robotics, analysis and predictions in many fields.
It is these implementations and applications that have made machine learning an in-demand skill in the field of programming and technology.
Look at the stats that show a positive trend for machine learning projects and careers.
- Gartner’s report on artificial intelligence showed that as many as 2.3 million jobs in machine learning would be available across the globe by 2020.
- Another study from Indeed, the online job portal giant, revealed that machine learning engineers, data scientists and software engineers with these skills are topping the list of most in-demand professionals.
- High profile companies such as Univa, Microsoft, Apple, Google, and Amazon have invested millions of dollars on machine learning research and designing and are developing their future projects on it.
With so much happening around machine learning, it is no surprise that any enthusiast who is keen on shaping their career in software programming and technology would prefer machine learning as a foundation to their career. This post is specifically aimed at guiding such enthusiasts and gives comprehensive information on skills that are needed to become a machine learning expert, who is ready to dive into the real-time challenges.
Machine Learning Skills
Organizations are showing massive interest in using machine learning in their products, which would in turn bring plenty of opportunities for machine learning enthusiasts.
When you ask machine learning engineers the question – “ What do you do as a machine learning engineer?” chances are high that individual answers would differ from one professional to another. This may sound a little puzzling, but yes, this is true!
Hence, a beginner to machine learning needs to have a clear understanding that there are different roles that they can perform with machine learning skills. And accordingly, the skill set that they should possess would differ. This section will give clarity on machine learning skills that are needed to perform various machine learning roles.
Broadly, three main roles come into the picture when you talk about machine learning skills:
- Data Engineer
- Machine Learning Engineer
- Machine Learning Scientist
We have listed down these major roles as per skills in the below figure.
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Source : https://www.knowledgehut.com/blog/data-science/machine-learning-skills